Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "145"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 145 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 75 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 73 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 145, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.136259 2.036867 -0.761043 6.844771 2.268282 15.074731 0.206057 2.038483 0.6861 0.6359 0.4055 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.424644 1.019190 -0.827164 7.062189 -0.919159 11.314030 -0.255252 -0.243309 0.6894 0.6504 0.3991 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.423460 2.166612 -0.807554 6.447338 2.099596 15.445106 0.170920 1.717242 0.6956 0.6413 0.4000 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.258516 2.480730 -0.382270 8.430677 2.513290 16.036604 -0.427783 0.844253 0.7114 0.6445 0.3949 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.255950 3.396621 0.715900 8.896650 1.784788 7.561690 -0.111246 0.784252 0.6927 0.6051 0.4181 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.190452 4.796866 0.633009 8.311354 2.199775 2.862598 1.307316 5.190615 0.7785 0.6732 0.3529 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.125685 4.805676 -0.638863 41.357180 1.781412 25.333687 0.179535 4.686241 0.7469 0.6709 0.3541 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.289077 2.636058 -0.429180 8.585463 3.182013 18.816031 -0.179142 0.657720 0.6963 0.5941 0.4221 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.720332 4.529835 -1.062022 39.068189 3.659093 22.127145 0.875758 2.967531 0.6986 0.6046 0.4084 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.657911 5.329696 0.659390 35.359567 -0.303498 17.250670 0.235187 0.634373 0.7025 0.6516 0.3853 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.420039 3.266442 -0.658535 42.949093 1.515822 31.129946 2.105246 9.901978 0.7351 0.6930 0.3335 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.848651 4.267133 -0.975560 39.118765 2.509567 23.166445 0.096937 0.955477 0.6945 0.6132 0.4107 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.992607 1.762277 -0.045727 7.632874 0.975304 13.949751 0.951879 2.298661 0.6780 0.5911 0.4322 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.556693 4.271769 0.210743 46.843816 9.137697 31.433387 0.712548 4.461783 0.6816 0.6156 0.4194 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.641282 5.777064 0.728805 35.931553 8.415702 12.733859 0.874373 3.368253 0.7003 0.6039 0.4117 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.285268 3.363210 1.872756 38.089531 2.348009 19.410308 -0.104608 1.845440 0.7113 0.6707 0.4015 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.431548 6.665468 -0.167261 22.891403 6.185049 31.760531 0.996059 3.186097 0.6958 0.6034 0.4063 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.053629 2.423407 1.018837 22.402489 2.305900 22.670854 -0.470460 0.800237 0.7099 0.6467 0.3893 nan nan
2459872 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -2.048935 3.293275 1.513506 30.780550 5.234541 11.163776 0.603257 1.236474 0.0618 0.0837 0.0087 nan nan
2459871 RF_maintenance 100.00% 50.38% 50.38% 0.00% - - -1.853336 2.662408 1.099649 34.734168 3.044203 22.863050 0.114518 0.018239 0.3895 0.3535 0.1771 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.249347 5.493381 -0.269622 30.540090 14.311064 42.298142 1.940210 4.549798 0.7152 0.6173 0.4000 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.884007 6.072281 -0.598863 33.778296 8.092809 12.551133 0.490580 1.938450 0.7247 0.6315 0.3928 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.129127 3.813391 0.413327 37.347730 3.075640 19.319958 0.779226 2.169530 0.7070 0.6428 0.4002 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.510837 1.832691 0.063339 25.329590 5.716580 19.644125 0.493576 1.296976 0.7179 0.6601 0.3990 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.853986 1.929141 -0.501026 22.884550 7.783273 38.605682 0.183482 1.041940 0.7166 0.6612 0.3909 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.624774 1.235267 19.828902 16.760337 -0.274060 27.841576 3.710749 2.733722 0.7320 0.6980 0.3664 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.503634 2.347678 23.316980 5.545129 3.824460 15.977444 -4.799643 4.185467 0.7126 0.6786 0.4014 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.957114 0.308628 3.808848 1.175759 0.298092 20.194279 -3.179623 2.385544 0.7099 0.6786 0.3927 nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.693468 0.763715 28.036900 1.542576 6.171039 14.614578 -1.643091 0.127474 0.0620 0.0600 0.0111 nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.692752 -0.193782 2.426712 1.028843 -0.742770 14.296566 -3.284089 2.527686 0.0617 0.0596 0.0114 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.869032 0.157684 21.043202 2.175401 6.979349 17.075770 -2.204750 0.396069 0.7253 0.6901 0.3989 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.655465 -0.264339 2.559757 0.632851 -0.311848 10.227307 -2.427630 -0.197247 0.7288 0.6988 0.3922 nan nan
2459858 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.539761 12.063600 9.264320 10.032058 2.350958 2.993512 2.092090 3.714580 0.0344 0.0277 0.0042 1.219724 1.216986
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.107126 6.071319 1.639998 1.664279 0.708562 2.167885 6.089194 10.288762 0.0243 0.0237 0.0005 nan nan
2459856 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.717493 18.435981 23.391618 24.703677 6.754173 12.379639 2.752020 5.159782 0.0355 0.0295 0.0038 1.245077 1.229050
2459855 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.513840 18.131662 24.447338 25.574905 2.694104 4.308249 1.200057 2.022831 0.0349 0.0276 0.0049 1.253692 1.254401
2459854 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.527247 16.539790 18.729190 19.518094 3.820704 4.254613 3.666695 5.547847 0.0357 0.0276 0.0050 1.311821 1.310610
2459853 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.797400 16.141653 25.440133 27.072548 7.129205 11.101348 3.615199 5.600732 0.0370 0.0281 0.0058 1.272970 1.262842
2459852 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.543759 17.335743 26.246330 28.235116 15.691383 19.884723 16.796230 16.625922 0.0316 0.0277 0.0027 1.254643 1.246249
2459851 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.810431 21.412030 26.943668 30.238637 21.555024 43.568945 13.681489 22.617809 0.0604 0.0335 0.0179 0.000000 0.000000
2459850 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.173878 19.038820 23.284110 25.171929 10.331014 19.879524 6.810414 18.552326 0.0323 0.0262 0.0029 1.254739 1.248092
2459849 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.269858 17.545133 46.992663 49.779175 7.143886 13.020862 3.932110 7.943867 0.0332 0.0269 0.0040 1.306239 1.311177
2459848 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.950043 15.716444 30.190289 32.483180 14.349885 21.910181 3.021592 5.438007 0.0332 0.0273 0.0035 1.287024 1.286307
2459847 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.063976 18.236603 28.173262 30.644869 21.839717 28.289154 1.248805 2.319988 0.0306 0.0261 0.0029 1.428119 1.397187
2459846 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.598044 26.921482 34.110751 35.623202 21.700307 21.054441 4.910120 5.170811 0.0303 0.0262 0.0028 1.105052 1.102850
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.591885 20.063396 39.973771 41.970501 10.160841 16.701029 2.110989 3.212976 0.0392 0.0293 0.0063 1.288063 1.197049
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.943248 14.745030 7.173619 8.772988 2.387549 5.226332 9.297327 15.299309 0.0242 0.0235 0.0006 nan nan
2459843 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.409762 20.303096 19.421440 20.735284 64.435477 71.027872 1.810740 3.783885 0.0359 0.0280 0.0052 0.000000 0.000000
2459842 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.768083 13.878954 8.973454 10.093885 -0.065386 -0.497074 0.897022 2.099702 0.0318 0.0261 0.0040 1.314942 1.277419
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.873199 15.038851 5.006531 5.982598 2.882556 9.044397 6.230954 11.919863 0.0243 0.0234 0.0008 nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 138.974675 248.321622 82.641541 63.090882 834.849376 436.648437 1895.115839 960.565159 0.0174 0.0164 0.0009 nan nan
2459839 RF_maintenance 100.00% - - - - - -0.082782 -0.185277 0.692518 0.761510 2.436369 2.611578 7.314513 12.063041 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.708610 20.188742 22.699934 24.182163 19.987524 29.936743 1.747508 3.022445 0.0353 0.0347 -0.0008 1.668073 1.614956
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0359 0.0367 0.0014 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.236223 2.540156 2.417118 2.871184 0.005665 1.013407 0.453573 1.422648 0.0368 0.0391 0.0014 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.281541 5.548642 3.569437 3.883585 3.470413 3.949889 8.665463 15.031987 0.0304 0.0280 0.0014 nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 32.719707 36.051376 25.373934 26.502639 14.000491 11.681720 2.629450 3.708079 0.0338 0.0334 -0.0001 1.415884 1.393583
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.430564 -0.075764 0.482342 0.707301 1.221098 1.594579 5.098963 9.330118 0.0302 0.0269 0.0022 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.108987 35.195940 36.142477 37.661930 39.959586 36.055827 5.803271 7.890274 0.0327 0.0336 -0.0003 1.465677 1.455725
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.973045 33.880626 29.486145 30.728641 28.960016 32.126804 7.732048 10.585756 0.0354 0.0360 -0.0002 0.000000 0.000000
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.812805 28.551124 31.736176 32.793893 36.741558 33.282099 12.320504 15.776048 0.0352 0.0361 -0.0002 0.000000 0.000000
2459827 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.787587 26.357786 35.830248 37.477815 24.717795 26.295294 1.205963 2.058728 0.0328 0.0329 -0.0005 0.000000 0.000000
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.104239 26.268427 40.098552 41.295345 49.069550 45.268313 8.031363 9.568767 0.0347 0.0358 -0.0005 0.000000 0.000000
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.909271 28.688939 32.099714 33.120493 30.887450 29.005885 5.932486 6.099743 0.0346 0.0360 -0.0002 0.000000 0.000000
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.999920 19.494547 25.670322 26.915124 14.132546 21.613482 7.748650 8.739996 0.0330 0.0336 -0.0004 0.000000 0.000000
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.855238 24.998723 47.569887 48.813595 34.491916 35.959935 29.561307 33.568126 0.0320 0.0326 -0.0006 0.000000 0.000000
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.910411 26.400676 43.597711 44.878161 30.912088 29.573381 1.211334 1.433994 0.0337 0.0343 -0.0006 1.301422 1.320840
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.043631 28.462165 44.737825 45.797061 27.774969 27.513469 0.873715 1.260107 0.0335 0.0344 -0.0007 0.862240 0.859971
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.852123 25.536558 35.812566 37.406924 66.725835 69.528261 4.851205 7.035820 0.0395 0.0391 -0.0005 1.414828 1.439934
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.398527 24.272150 43.373229 44.360800 36.556973 36.764641 4.280948 4.647267 0.0364 0.0392 -0.0002 1.551477 1.630526
2459816 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.680370 20.588121 43.558438 45.239475 46.797922 45.128690 7.736229 10.434667 0.0354 0.0368 -0.0004 1.542492 1.600009
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.204027 22.718451 47.408158 48.682536 47.690563 47.853808 10.631553 14.565946 0.0349 0.0369 -0.0003 1.492571 1.496470
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.710913 31.539008 29.894233 30.843584 84.071126 85.375811 8.408665 11.261623 0.0356 0.0382 0.0000 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 145: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 15.074731 -1.136259 2.036867 -0.761043 6.844771 2.268282 15.074731 0.206057 2.038483

Antenna 145: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 11.314030 1.019190 -1.424644 7.062189 -0.827164 11.314030 -0.919159 -0.243309 -0.255252

Antenna 145: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 15.445106 -1.423460 2.166612 -0.807554 6.447338 2.099596 15.445106 0.170920 1.717242

Antenna 145: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 16.036604 2.480730 -1.258516 8.430677 -0.382270 16.036604 2.513290 0.844253 -0.427783

Antenna 145: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 8.896650 3.396621 -1.255950 8.896650 0.715900 7.561690 1.784788 0.784252 -0.111246

Antenna 145: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 8.311354 -1.190452 4.796866 0.633009 8.311354 2.199775 2.862598 1.307316 5.190615

Antenna 145: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 41.357180 4.805676 -2.125685 41.357180 -0.638863 25.333687 1.781412 4.686241 0.179535

Antenna 145: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 18.816031 2.636058 -1.289077 8.585463 -0.429180 18.816031 3.182013 0.657720 -0.179142

Antenna 145: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 39.068189 4.529835 -1.720332 39.068189 -1.062022 22.127145 3.659093 2.967531 0.875758

Antenna 145: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 35.359567 5.329696 -2.657911 35.359567 0.659390 17.250670 -0.303498 0.634373 0.235187

Antenna 145: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 42.949093 3.266442 -1.420039 42.949093 -0.658535 31.129946 1.515822 9.901978 2.105246

Antenna 145: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 39.118765 4.267133 -1.848651 39.118765 -0.975560 23.166445 2.509567 0.955477 0.096937

Antenna 145: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.949751 1.762277 -0.992607 7.632874 -0.045727 13.949751 0.975304 2.298661 0.951879

Antenna 145: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 46.843816 4.271769 -1.556693 46.843816 0.210743 31.433387 9.137697 4.461783 0.712548

Antenna 145: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 35.931553 -1.641282 5.777064 0.728805 35.931553 8.415702 12.733859 0.874373 3.368253

Antenna 145: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 38.089531 -2.285268 3.363210 1.872756 38.089531 2.348009 19.410308 -0.104608 1.845440

Antenna 145: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 31.760531 -2.431548 6.665468 -0.167261 22.891403 6.185049 31.760531 0.996059 3.186097

Antenna 145: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 22.670854 -2.053629 2.423407 1.018837 22.402489 2.305900 22.670854 -0.470460 0.800237

Antenna 145: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 30.780550 3.293275 -2.048935 30.780550 1.513506 11.163776 5.234541 1.236474 0.603257

Antenna 145: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 34.734168 2.662408 -1.853336 34.734168 1.099649 22.863050 3.044203 0.018239 0.114518

Antenna 145: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 42.298142 -2.249347 5.493381 -0.269622 30.540090 14.311064 42.298142 1.940210 4.549798

Antenna 145: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 33.778296 -1.884007 6.072281 -0.598863 33.778296 8.092809 12.551133 0.490580 1.938450

Antenna 145: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 37.347730 -2.129127 3.813391 0.413327 37.347730 3.075640 19.319958 0.779226 2.169530

Antenna 145: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 25.329590 -1.510837 1.832691 0.063339 25.329590 5.716580 19.644125 0.493576 1.296976

Antenna 145: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 38.605682 1.929141 -1.853986 22.884550 -0.501026 38.605682 7.783273 1.041940 0.183482

Antenna 145: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 27.841576 -1.624774 1.235267 19.828902 16.760337 -0.274060 27.841576 3.710749 2.733722

Antenna 145: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Power 23.316980 2.347678 6.503634 5.545129 23.316980 15.977444 3.824460 4.185467 -4.799643

Antenna 145: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 20.194279 3.957114 0.308628 3.808848 1.175759 0.298092 20.194279 -3.179623 2.385544

Antenna 145: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Power 28.036900 5.693468 0.763715 28.036900 1.542576 6.171039 14.614578 -1.643091 0.127474

Antenna 145: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 14.296566 -0.193782 2.692752 1.028843 2.426712 14.296566 -0.742770 2.527686 -3.284089

Antenna 145: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Power 21.043202 3.869032 0.157684 21.043202 2.175401 6.979349 17.075770 -2.204750 0.396069

Antenna 145: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 10.227307 2.655465 -0.264339 2.559757 0.632851 -0.311848 10.227307 -2.427630 -0.197247

Antenna 145: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape 12.063600 12.063600 10.539761 10.032058 9.264320 2.993512 2.350958 3.714580 2.092090

Antenna 145: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Discontinuties 10.288762 6.071319 6.107126 1.664279 1.639998 2.167885 0.708562 10.288762 6.089194

Antenna 145: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 24.703677 15.717493 18.435981 23.391618 24.703677 6.754173 12.379639 2.752020 5.159782

Antenna 145: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 25.574905 18.131662 16.513840 25.574905 24.447338 4.308249 2.694104 2.022831 1.200057

Antenna 145: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 19.518094 16.539790 16.527247 19.518094 18.729190 4.254613 3.820704 5.547847 3.666695

Antenna 145: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 27.072548 16.141653 13.797400 27.072548 25.440133 11.101348 7.129205 5.600732 3.615199

Antenna 145: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 28.235116 13.543759 17.335743 26.246330 28.235116 15.691383 19.884723 16.796230 16.625922

Antenna 145: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 43.568945 10.810431 21.412030 26.943668 30.238637 21.555024 43.568945 13.681489 22.617809

Antenna 145: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 25.171929 13.173878 19.038820 23.284110 25.171929 10.331014 19.879524 6.810414 18.552326

Antenna 145: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 49.779175 15.269858 17.545133 46.992663 49.779175 7.143886 13.020862 3.932110 7.943867

Antenna 145: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 32.483180 15.716444 13.950043 32.483180 30.190289 21.910181 14.349885 5.438007 3.021592

Antenna 145: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 30.644869 18.236603 16.063976 30.644869 28.173262 28.289154 21.839717 2.319988 1.248805

Antenna 145: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 35.623202 25.598044 26.921482 34.110751 35.623202 21.700307 21.054441 4.910120 5.170811

Antenna 145: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 41.970501 20.063396 17.591885 41.970501 39.973771 16.701029 10.160841 3.212976 2.110989

Antenna 145: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Discontinuties 15.299309 12.943248 14.745030 7.173619 8.772988 2.387549 5.226332 9.297327 15.299309

Antenna 145: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 71.027872 20.303096 18.409762 20.735284 19.421440 71.027872 64.435477 3.783885 1.810740

Antenna 145: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape 13.878954 10.768083 13.878954 8.973454 10.093885 -0.065386 -0.497074 0.897022 2.099702

Antenna 145: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape 15.038851 12.873199 15.038851 5.006531 5.982598 2.882556 9.044397 6.230954 11.919863

Antenna 145: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Temporal Discontinuties 1895.115839 138.974675 248.321622 82.641541 63.090882 834.849376 436.648437 1895.115839 960.565159

Antenna 145: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Discontinuties 12.063041 -0.185277 -0.082782 0.761510 0.692518 2.611578 2.436369 12.063041 7.314513

Antenna 145: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 29.936743 20.188742 17.708610 24.182163 22.699934 29.936743 19.987524 3.022445 1.747508

Antenna 145: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 2.871184 2.540156 2.236223 2.871184 2.417118 1.013407 0.005665 1.422648 0.453573

Antenna 145: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Discontinuties 15.031987 5.548642 5.281541 3.883585 3.569437 3.949889 3.470413 15.031987 8.665463

Antenna 145: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape 36.051376 32.719707 36.051376 25.373934 26.502639 14.000491 11.681720 2.629450 3.708079

Antenna 145: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Discontinuties 9.330118 -0.430564 -0.075764 0.482342 0.707301 1.221098 1.594579 5.098963 9.330118

Antenna 145: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Temporal Variability 39.959586 33.108987 35.195940 36.142477 37.661930 39.959586 36.055827 5.803271 7.890274

Antenna 145: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape 33.880626 33.880626 29.973045 30.728641 29.486145 32.126804 28.960016 10.585756 7.732048

Antenna 145: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Temporal Variability 36.741558 28.551124 26.812805 32.793893 31.736176 33.282099 36.741558 15.776048 12.320504

Antenna 145: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 37.477815 23.787587 26.357786 35.830248 37.477815 24.717795 26.295294 1.205963 2.058728

Antenna 145: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Temporal Variability 49.069550 26.268427 25.104239 41.295345 40.098552 45.268313 49.069550 9.568767 8.031363

Antenna 145: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 33.120493 28.688939 27.909271 33.120493 32.099714 29.005885 30.887450 6.099743 5.932486

Antenna 145: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 26.915124 15.999920 19.494547 25.670322 26.915124 14.132546 21.613482 7.748650 8.739996

Antenna 145: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 48.813595 24.998723 24.855238 48.813595 47.569887 35.959935 34.491916 33.568126 29.561307

Antenna 145: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 44.878161 25.910411 26.400676 43.597711 44.878161 30.912088 29.573381 1.211334 1.433994

Antenna 145: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 45.797061 28.462165 27.043631 45.797061 44.737825 27.513469 27.774969 1.260107 0.873715

Antenna 145: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 69.528261 22.852123 25.536558 35.812566 37.406924 66.725835 69.528261 4.851205 7.035820

Antenna 145: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 44.360800 23.398527 24.272150 43.373229 44.360800 36.556973 36.764641 4.280948 4.647267

Antenna 145: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Temporal Variability 46.797922 20.588121 18.680370 45.239475 43.558438 45.128690 46.797922 10.434667 7.736229

Antenna 145: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 48.682536 22.718451 22.204027 48.682536 47.408158 47.853808 47.690563 14.565946 10.631553

Antenna 145: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 145: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 85.375811 31.539008 29.710913 30.843584 29.894233 85.375811 84.071126 11.261623 8.408665
In [ ]: